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运用自然语言处理技术对葡萄糖-6-磷酸脱氢酶进行数据挖掘和通路分析。

Data mining and pathway analysis of glucose-6-phosphate dehydrogenase with natural language processing.

机构信息

Department of Biochemistry and Molecular Biology of Kunming Medical University, Kunming, Yunnan 650500, P.R. China.

出版信息

Mol Med Rep. 2017 Aug;16(2):1900-1910. doi: 10.3892/mmr.2017.6785. Epub 2017 Jun 15.

Abstract

Human glucose-6-phosphate dehydrogenase (G6PD) is a crucial enzyme in the pentose phosphate pathway, and serves an important role in biosynthesis and the redox balance. G6PD deficiency is a major cause of neonatal jaundice and acute hemolyticanemia, and recently, G6PD has been associated with diseases including inflammation and cancer. The aim of the present study was to conduct a search of the National Center for Biotechnology Information PubMed library for articles discussing G6PD. Genes that were identified to be associated with G6PD were recorded, and the frequency at which each gene appeared was calculated. Gene ontology (GO), pathway and network analyses were then performed. A total of 98 G6PD‑associated genes and 33 microRNAs (miRNAs) that potentially regulate G6PD were identified. The 98 G6PD‑associated genes were then sub‑classified into three functional groups by GO analysis, followed by analysis of function, pathway, network, and disease association. Out of the 47 signaling pathways identified, seven were significantly correlated with G6PD‑associated genes. At least two out of four independent programs identified the 33 miRNAs that were predicted to target G6PD. miR‑1207‑5P, miR‑1 and miR‑125a‑5p were predicted by all four software programs to target G6PD. The results of the present study revealed that dysregulation of G6PD was associated with cancer, autoimmune diseases, and oxidative stress‑induced disorders. These results revealed the potential roles of G6PD‑regulated signaling and metabolic pathways in the etiology of these diseases.

摘要

人葡萄糖-6-磷酸脱氢酶(G6PD)是戊糖磷酸途径中的一种关键酶,在生物合成和氧化还原平衡中发挥重要作用。G6PD 缺乏是新生儿黄疸和急性溶血性贫血的主要原因,最近,G6PD 与炎症和癌症等疾病有关。本研究旨在对国家生物技术信息中心 PubMed 文库中讨论 G6PD 的文章进行检索。记录与 G6PD 相关的基因,并计算每个基因出现的频率。然后进行基因本体论(GO)、通路和网络分析。共鉴定出 98 个与 G6PD 相关的基因和 33 个可能调节 G6PD 的 microRNAs(miRNAs)。通过 GO 分析将 98 个与 G6PD 相关的基因进一步细分为三个功能组,然后分析功能、通路、网络和疾病相关性。在鉴定出的 47 个信号通路中,有 7 个与 G6PD 相关基因显著相关。至少有两个独立程序中的四个程序鉴定出了预测靶向 G6PD 的 33 个 miRNAs。miR-1207-5P、miR-1 和 miR-125a-5p 被四个软件程序全部预测靶向 G6PD。本研究的结果表明,G6PD 的失调与癌症、自身免疫性疾病和氧化应激诱导的疾病有关。这些结果揭示了 G6PD 调节的信号和代谢途径在这些疾病发病机制中的潜在作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/642d/5562079/5e72784dc615/MMR-16-02-1900-g02.jpg

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